... engineer. I love solving problems. When working on an AI agent I discovered that LLM are really bad at web automation. They know what steps to perform to complete a task, they just don't know how to do them. I saw this as a fundamental problem that had to be solved before I could create a general purpose agent. So I solved it. The solution is webSlinger. This is how it works. You show webSlinger how to perform

... Recently our team concluded in our peer-reviewed research that that code health determines AI-performance. The study " Code for Machines, Not Just Humans: Quantifying AI-Friendliness with Code Health Metrics " concluded that when agents operate on unhealthy code, the defect risk increases by 60% (at least). It s was a large-scale study of 5,000 real programs using six different LLMs to refactor code while keeping all tests passing. Agents will amplify the good ...

... free, deep-dive audit for 10 upcoming projects to ensure your launch is smooth everywhere. What I ll check for you: 65+ Global Locations: Real latency/availability data from every continent. Auth-Guarded Pages: I can test your actual app performance behind the login. Mobile & Slow Connection: Simulation of 3G/4G and mobile devices. Infrastructure Health: Checking DNS, CDN routing, and asset bottlenecks. No catch, no sign-ups. I m building in public and want to battle-test my system while ...

... really appreciate any feedback, suggestions, or ideas from the community. Overview: Understand Your Brand s AI Position in One Minute The Overview module has a very clear goal: to help users quickly grasp their brand s overall performance and trends within generative engines. 1.1 Four Core Metrics The Overview page focuses on four key metrics: Visibility , Citation , Share of Voice , and Sentiment . Visibility: Indicates the proportion of relevant AI responses that actually mention your brand. A higher value means your ... ... just exposure, but the degree to which AI treats your brand as a credible source . Share of Voice (SOV): Represents your brand s voice share within AI narratives the probability that AI mentions your brand rather than a competitor

... team s technology was acquired by Google for a specific purpose: solving the performance scaling problem for a fragmented Android hardware ecosystem. Today, the Web is facing that exact same "Fragmentation Tax." THE PROBLEM: BUILDING FOR THE AVERAGE Right now, most modern web apps are forced to serve the "lowest common denominator." Developers build for the average device, which creates a massive performance

... Here's what the top 10% did that everyone else missed. The Dataset Parameter Value Launches analyzed 1,000 Time period 2025 2026 Platforms tracked ChatGPT, Perplexity, Gemini Metrics measured AI citations, share of voice, content structure, launch day performance Sample Top 500 + random 500 from leaderboard Finding #1: The Discovery Gap Is Real Academic research confirms what we found: when users search for products by name, LLMs recognize them almost perfectly 99.4% for ChatGPT, 94.3% for Perplexity . But when ... ... language people actually ask , not just what they type . Finding #5: One URL Can Carry You For Superwhisper, one single Product Hunt URL drove 1.6% of their ChatGPT visibility and 5.5% of Google AI Overview visibility. Compare that to competitors

... production features. 3. Runway Gen-4.5 Runway is the established standard for cinematic AI video quality. Its Character Reference feature lets you lock a character's appearance using a single image. Act-One takes it further: you record a performance on your webcam and map it onto your AI character, preserving facial expressions and emotional timing across scenes. Best for: character-driven scenes where performance

... agents. The platform continuously generates, audits, remediates, optimizes, applies, monitors, analyzes, publishes, and reports across your entire brand and all domains. 120+ advanced SEO and AIO capabilities. Full control. No fragmented tools. No opaque automation. Pipeline 1: Nuwtonic SEO Performance Nuwtonic's SEO pipeline connects directly to GSC and runs real-time analysis across 50+ SEO aspects: Top Page and Query Performance

... StreamVision is a high performance, professional grade IPTV player built for a seamless experience on Android phones, tablets, Android TV and FireStick. It s built around three core principles: Performance

... Minute Audit Step 1: Keyword Selection (5 minutes) Choose 20 keywords to audit: 10 branded keywords: Your company name Your product names Your founder/CEO name Your flagship features 10 non-branded keywords: "[Your category] best tools" "[Your category] alternatives" "How to [solve problem you solve]" "[Your category] vs

... schema 71% 19% Cite data sources 68% 27% Part 3: What content wins AI citations? This is the question everyone asks. Here's the data: Top 5 content types by citation rate: Comparison pages (X vs Y) 3.2x average Structured FAQs 2.8x average Data-driven articles (with stats, tables, studies) 2.4x average "How to" guides (step-by-step) 1.9x average Original research 1.7x average What performs

... plays a significant role in how products appear in Google search results. What surprised us was that AI assistants like ChatGPT were rarely citing Product Hunt in product recommendations. AI assistants such as ChatGPT and Gemini rely on reviews, alternative lists, and structured product information gathered across the web. Product Hunt is strong across all three. In theory, this should make Product Hunt a natural source for AI-driven product recommendations and comparisons. In practice, it was not happening ... ... many tools which systematically run prompts against several AI models daily, and measure visibility of a product within prompts. We're using a new tool called @Gauge . We chose because a) their citation tracking is more useful than the alternatives

... GEOScore, we've noticed a lot of discussion lately about how difficult it s becoming to decode why certain pages dominate search results while others, which seem just as good, get buried.   We built the Competitors feature in GEOScore specifically to take the guesswork out of that process, changing how you approach competitor

... source. Not trying to sell anything - just scratching our own itch since we kept running into slow queries and didn't want to manually dig through pg_stat_statements every time. If you work with Postgres and deal with performance issues, would love feedback. https://www.producthunt.com/prod... ...

... objectively tested Safari, Chrome, Firefox, and Edge to determine which offers the best: Speed, Standards Compliance, Graphics performance, Energy efficiency and Privacy. In 2026, the browser landscape has continued to evolve. Key highlights in 2026, covering the most meaningful changes and trends include: Chrome now equals Safari in web browsing speed tests , though Safari still delivers the best graphics performance

... also introduces several systemic problems that become more severe at scale. Answers can become outdated as technology, facts, or best practices change. Threads often drift off-topic. High-quality answers may be buried under newer but less accurate responses. Performance can degrade as pages grow larger and more complex. And critically, the usefulness of a page often depends on the behavior of a community rather than on intentional editorial structure. Qeeebo takes a different path. A Static, Structured Alternative

... Engagement + Trust at Scale Most apps focus on engagement or security. Very few handle both well. If you push gamification too hard, users find loopholes. If you lock everything down too tightly, the experience feels restrictive. If you ignore performance, growth kills you. Quaha needed to solve six problems at the same time : Keep learners engaged without gimmicks Make progress visible and meaningful Protect premium content from abuse Prevent reward manipulation Handle high traffic without breaking UX Support offline learning ... ... strongest retention levers we ve seen. Real-Time Analytics (For Users and Admins) Analytics served two very different audiences. For learners: Instant feedback after quizzes Clear progress summaries Motivation through visible growth For admins: Engagement patterns Content performance

... wish were in a Chrome toolbar calendar? Is one-click meeting join alone enough, or do users want deeper video conferencing controls (e.g., auto-select camera/mic, auto-record cue)? 2. Workflow & usability Do people prefer toolbar popups vs side panels or new-tab widgets for calendar overview? What views are most used daily agenda list , week , month ? 3. Notifications How important are smart notifications ? Should they include snoozes, repeat alerts, or desktop/voice reminders? Any pain points with current Chrome ... ... calendar alert systems? 4. Performance

... teams are data constrained, not model constrained and waste millions retraining models on data with little or negative impact. They spend most of their budget collecting, processing, and labeling data without knowing what actually improves performance. This leads to repeated failed retraining cycles, wasted GPU runs, and slow iteration because teams lack insights in which datasets improve the model and which degrade it. Influence guided training has been shown to halve the convergence time. Dowser by Durinn tells AI teams ... ... which training data improves model performance

... crispness of the air, that makes me smile instantly. My day started with an undeniable "good mood" before I even had my first cup of coffee. It got me thinking: What are the invisible forces that determine how we perform? After 35 years in business, I ve realized that our performance

... competing, they were filling a verified gap. Phase 2: Viewer Psychology Mapping Critical Success Factors: Use Channel Insights to decode your specific audience's emotional triggers and content preferences Map viewer journey patterns showing what keeps people watching versus bouncing Identify psychographic patterns unique to your community, not generic demographics The Channel Insights component addresses what researchers call the "relevance gap", the difference between what creators think resonates and what actually drives engagement. Creators who understand viewer psychology ... ... adopters of trending topics receive 8.7x more organic reach than late entrants. But timing alone won't work, the content must align with your audience's psychological profile. Measuring Success: The Metrics That Matter Based on Tubular Labs' performance

... name for farmers who want power, durability, and affordability. As farmers search for reliable machines for various field operations, Preet tractor price has become one of the most discussed topics in 2025. The brand is known for offering strong performance at a budget-friendly cost, making it a perfect choice for small, medium and large-scale farmers. Preet Tractors is an Indian company that focuses on manufacturing tractors suitable for tough Indian farming conditions. The company offers tractors ranging from ... ... buying decisions. Farmers prefer a brand that provides good value for money and Preet succeeds by offering advanced features while keeping the price reasonable. One of the main reasons behind the popularity of Preet tractors is the strong engine performance

... machines that offer durability, power, and cost-effectiveness. Among all the factors influencing buying decisions, the New Holland tractor price remains one of the most important considerations for farmers in 2025. The brand is known for delivering world-class performance while keeping the price accessible to Indian farmers. New Holland began its journey in India with the vision of providing modern, efficient, and productive farming solutions. Over the years, the company has introduced a wide range of tractors, from compact ... ... price is seen as a fair investment considering the advanced features the tractors offer. One of the major strengths of New Holland tractors is their powerful and fuel-efficient engines. The company uses modern engine technology to ensure smooth performance

... Indian farmers, choosing the right tractor means choosing efficiency, reliability, and affordability, and in recent years Trakstar tractors have become one of the most trusted options. Known for their strong build quality, smooth performance, and competitive pricing, these tractors are designed to meet the needs of both small and medium farmers. In 2025, the Trakstar tractor price in India continues to attract attention because it offers great value at an affordable cost, making it easier for farmers to mechanize their ... ... Farmers in India appreciate tractors that can handle different kinds of fieldwork while still being fuel-efficient and easy to maintain. Trakstar tractors meet these expectations with their practical design and durability. They are manufactured with powerful engines that perform

... Product Hunt community, Aiko Tanaka here. I'm a Performance Marketing Strategist with a relentless focus on optimization. I'm wired to find and fix inefficiencies..you could say I treat every marketing 'bug' like a boss battle. My philosophy? 'One line to rule them all. And another to break everything. I'm constantly on the hunt for innovative MarTech and data solutions that truly move the needle, not just add noise. Excited to dive into discussions, discover what ... ... building, and share insights on maximizing ROI. What's the one tool you've found recently that genuinely blew your mind for performance